from load_data import loading_and_pre_processing_pipeline
from dotenv import load_dotenv
import os
load_dotenv()
feature_data = (
loading_and_pre_processing_pipeline()
.sort_values("user_id")
.head(n=int(os.environ["LIMIT"]))
)
print(
f'{len(feature_data)} records from {len(set(feature_data["user_id"].values))} users present. '
)
print(f"{len(feature_data.dropna(axis=0))} of which are complete.")
feature_data.head()
________________________________________________________________________________
[Memory] Calling load_data.pull_from_postgres...
pull_from_postgres(Composed([SQL('\n SELECT\n signal_mean '), Identifier('rhr_signal_mean'), SQL(', \n signal_min '), Identifier('rhr_signal_min'), SQL(', \n signal_max '), Identifier('rhr_signal_max'), SQL(', \n date test_week_start, user_id\n FROM\n datenspende_derivatives.vital_features\n WHERE\n type='), Literal(65), SQL(' AND\n baseline_count>30 AND\n signal_count > 3\n ')]))
/home/kolb/.cache/pypoetry/virtualenvs/ml-nowcasting-ZsA4wecP-py3.8/lib/python3.8/site-packages/pandas/io/sql.py:761: UserWarning: pandas only support SQLAlchemy connectable(engine/connection) ordatabase string URI or sqlite3 DBAPI2 connectionother DBAPI2 objects are not tested, please consider using SQLAlchemy warnings.warn(
_______________________________________________pull_from_postgres - 3.4s, 0.1min
________________________________________________________________________________
[Memory] Calling load_data.pull_from_postgres...
pull_from_postgres(Composed([SQL('\n SELECT\n signal_mean '), Identifier('steps_signal_mean'), SQL(', \n signal_min '), Identifier('steps_signal_min'), SQL(', \n signal_max '), Identifier('steps_signal_max'), SQL(', \n date test_week_start, user_id\n FROM\n datenspende_derivatives.vital_features\n WHERE\n type='), Literal(9), SQL(' AND\n baseline_count>30 AND\n signal_count > 3\n ')]))
/home/kolb/.cache/pypoetry/virtualenvs/ml-nowcasting-ZsA4wecP-py3.8/lib/python3.8/site-packages/pandas/io/sql.py:761: UserWarning: pandas only support SQLAlchemy connectable(engine/connection) ordatabase string URI or sqlite3 DBAPI2 connectionother DBAPI2 objects are not tested, please consider using SQLAlchemy warnings.warn(
_______________________________________________pull_from_postgres - 4.5s, 0.1min
________________________________________________________________________________
[Memory] Calling load_data.pull_from_postgres...
pull_from_postgres(SQL("\n SELECT\n test_week_start,\n user_id,\n administered_vaccine_doses as vaccination_status,\n days_since_last_dose,\n f40 as chills,\n f41 as body_pain,\n f42 as loss_of_taste_and_smell,\n f43 as fatigue,\n f44 as cough,\n f45 as cold,\n f46 as diarrhea,\n f47 as sore_throat,\n f49 as asymptomatic,\n f10 as test_result,\n f76 as fittness,\n f127 as sex,\n f133 as age\n\n FROM\n datenspende_derivatives.homogenized_features\n -- WHERE test_week_start > '2022-01-01'\n "))
/home/kolb/.cache/pypoetry/virtualenvs/ml-nowcasting-ZsA4wecP-py3.8/lib/python3.8/site-packages/pandas/io/sql.py:761: UserWarning: pandas only support SQLAlchemy connectable(engine/connection) ordatabase string URI or sqlite3 DBAPI2 connectionother DBAPI2 objects are not tested, please consider using SQLAlchemy warnings.warn(
_______________________________________________pull_from_postgres - 4.1s, 0.1min 275831 records from 22219 users present. 0 of which are complete.
| test_week_start | omicronba1_share | omicronba2_share | delta_share | user_id | rhr_signal_mean | rhr_signal_min | rhr_signal_max | steps_signal_mean | steps_signal_min | ... | cough | cold | diarrhea | sore_throat | asymptomatic | test_result | fittness | sex | age | date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55175 | 2021-12-17 | 16.571429 | NaN | 82.9 | 250.0 | 0.560620 | -0.564515 | 1.343627 | -0.068585 | -1.130044 | ... | False | False | False | False | False | None | NaN | NaN | NaN | 2021-12-17 |
| 267803 | 2022-06-18 | 0.263158 | NaN | 0.0 | 250.0 | 0.651161 | -0.733985 | 2.766732 | -0.244201 | -1.364146 | ... | False | False | False | False | True | None | NaN | NaN | NaN | 2022-06-18 |
| 158988 | 2022-03-12 | 19.014286 | NaN | 0.0 | 250.0 | -0.128217 | -1.496442 | 1.032321 | -0.152217 | -0.953820 | ... | False | False | False | False | True | None | NaN | NaN | NaN | 2022-03-12 |
| 215887 | 2022-04-23 | 1.242857 | NaN | 0.0 | 250.0 | -0.881925 | -2.220484 | -0.238711 | 0.083447 | -1.028943 | ... | False | False | False | False | True | None | NaN | NaN | NaN | 2022-04-23 |
| 10070 | 2021-10-31 | 0.000000 | NaN | 100.0 | 250.0 | 0.022953 | -1.542625 | 1.280464 | 0.074694 | -1.149278 | ... | False | False | False | False | False | None | NaN | NaN | NaN | 2021-10-31 |
5 rows × 27 columns
numeric = [
"rhr_signal_mean",
"rhr_signal_min",
"rhr_signal_max",
"steps_signal_mean",
"steps_signal_min",
"steps_signal_max",
"days_since_last_dose",
"vaccination_status",
"fittness",
"sex",
"age",
"omicronba1_share",
"omicronba2_share",
"delta_share",
]
categorical = [
"chills",
"body_pain",
"loss_of_taste_and_smell",
"fatigue",
"cough",
"cold",
"diarrhea",
"sore_throat",
]
feature_names = categorical + numeric
target = "test_result"
import pandas as pd
from sklearn.model_selection import GroupShuffleSplit
from sklearn.linear_model import LogisticRegression
from typing import List
from sklearn.compose import make_column_transformer
from sklearn.compose import make_column_selector as selector
from imblearn.pipeline import make_pipeline as make_pipeline_with_sampler
from sklearn.impute import SimpleImputer
from sklearn.preprocessing import StandardScaler, OneHotEncoder, PolynomialFeatures
from sklearn.pipeline import make_pipeline
def train_model(features: List[str], target: str, data: pd.DataFrame, random_state=42):
# use only records with labels (test_result) present
working_data = data.dropna(subset=[target])
# Do train test split along user ids meaning the data of one group of users is the test set and the
# data of another group of users is the training set and data of one particular user can not be in both.
gsp = GroupShuffleSplit(test_size=0.33, n_splits=1, random_state=random_state)
split = gsp.split(working_data, groups=working_data["user_id"])
train, test = next(split)
training_data = working_data.iloc[train]
testing_data = working_data.iloc[test]
X = training_data[features]
y = training_data[target].astype(int)
# pipe = make_pipeline(StandardScaler(), LogisticRegression())
# impute missing values: numeric values with their mean and boolean values (reported symptoms) with False
num_pipe = make_pipeline(
StandardScaler(), SimpleImputer(strategy="mean", add_indicator=True)
)
# TODO: Try out encoding missing symptoms as False (Dummy encoding with default to Zero)
cat_pipe = make_pipeline(
SimpleImputer(strategy="constant", fill_value=False),
OneHotEncoder(),
)
preprocessor_linear = make_column_transformer(
[num_pipe, selector(dtype_include="number")],
[cat_pipe, selector(dtype_include="object")],
n_jobs=2,
)
# use polynomial features to enable the model to fit different sets of parameters for different virus variants
# Also use class_weight='balanced' in logistic regression to correct for imbalance between positive and negative test results.
pipe = make_pipeline_with_sampler(
preprocessor_linear,
PolynomialFeatures(interaction_only=True),
LogisticRegression(max_iter=1000, class_weight="balanced"),
)
pipe.fit(X, y)
return (
pipe,
testing_data[features],
testing_data[target].astype(int),
test,
list(set(list(training_data["user_id"].values))),
)
from analysis_plots import plot_analysis
pipeline, X_test, y_test, _, __ = train_model(feature_names, target, feature_data)
fig = plot_analysis(pipeline, X_test, y_test, feature_names, 0.5)
fig.savefig("model_metrics.png", dpi=300)
resample precission-recall roc-auc permutation-feature-importance
/home/kolb/.cache/pypoetry/virtualenvs/ml-nowcasting-ZsA4wecP-py3.8/lib/python3.8/site-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function plot_roc_curve is deprecated; Function :func:`plot_roc_curve` is deprecated in 1.0 and will be removed in 1.2. Use one of the class methods: :meth:`sklearn.metric.RocCurveDisplay.from_predictions` or :meth:`sklearn.metric.RocCurveDisplay.from_estimator`. warnings.warn(msg, category=FutureWarning)
confusion-matrix Text(0, 0, '2308')
import ramda as R
from datetime import timedelta
MEAN_DAYS = 7
def calculate_incidence(cases_column: str, cases_data: pd.DataFrame):
res2 = cases_data.groupby("date").agg({cases_column: ["sum", "count"]})
res2.columns = res2.columns.droplevel(0)
res2["rate"] = res2["sum"].div(res2["count"])
res2["incidence"] = res2.rolling("7D")["rate"].mean() * 100_000
incidence = res2.reset_index().dropna(axis=0)[["incidence", "date"]]
incidence["date"] = incidence["date"] + timedelta(days=7)
return incidence
def calculate_questionnaire_incidence(
feature_data: pd.DataFrame,
) -> pd.DataFrame:
res1 = feature_data.replace(
{True: 1, False: 0, None: 0, float("nan"): 0}
).reset_index()[["test_result", "date", "user_id"]]
return calculate_incidence("test_result", res1)
@R.curry
def predicted_incidence(
classifier,
feature_data,
feature_names,
threshold,
column_name="rolling mean detections",
):
data = feature_data.set_index(["user_id", "date"])
# predicted probability for a set of vital data and reported symptoms to represent an infection
proba_infected = classifier.predict_proba(data[feature_names]).T[1].T
p = pd.DataFrame(data=proba_infected, index=data.index, columns=["probability"])
colname = f"{MEAN_DAYS}d {column_name}"
# threshold predicted probabilities to classify data points in positive and negative predictions
p[colname] = p["probability"] > threshold
# if individuals are detected as infected in more than one week, take only the first detection
only_first_positive_detections = (
p[p[colname] == True]
.reset_index()
.sort_values(["user_id", "date"])
.groupby(["user_id"])
.agg({colname: "first", "date": lambda x: list(x)[0]})
.reset_index()
)
all_negative_detections = p[p[colname] == False].reset_index()
detected_infections = pd.concat(
[only_first_positive_detections, all_negative_detections]
)
return calculate_incidence(colname, detected_infections)
def predict_incidence_runs(
feature_data: pd.DataFrame, feature_names, threshold=0.2
) -> pd.DataFrame:
runs = []
for i in range(10):
predictor, _, __, ___, training_user_ids = train_model(
feature_names, target, feature_data, random_state=i
)
full_test_data = feature_data[~feature_data["user_id"].isin(training_user_ids)]
test_data_with_tests = full_test_data[full_test_data["test_result"].notna()]
test_data_without_tests = full_test_data[full_test_data["test_result"].isna()]
print(full_test_data["test_result"])
nowcasted_incidence_all_data = predicted_incidence(
predictor, full_test_data, feature_names, threshold
)
nowcasted_incidence_no_test = predicted_incidence(
predictor, test_data_without_tests, feature_names, threshold
)
nowcasted_incidence_with_test = predicted_incidence(
predictor, test_data_with_tests, feature_names, threshold
)
nowcasted_incidence_all_data["run_id"] = i
nowcasted_incidence_no_test["run_id"] = i
nowcasted_incidence_with_test["run_id"] = i
nowcasted_incidence_all_data["data"] = "all"
nowcasted_incidence_no_test["data"] = "no_test"
nowcasted_incidence_with_test["data"] = "with_test"
runs.append(
nowcasted_incidence_all_data[["incidence", "run_id", "date", "data"]]
)
runs.append(
nowcasted_incidence_no_test[["incidence", "run_id", "date", "data"]]
)
runs.append(
nowcasted_incidence_with_test[["incidence", "run_id", "date", "data"]]
)
predicted_incidence_runs = pd.concat(runs).reset_index().sort_values("date")
predicted_incidence_plot_data = (
predicted_incidence_runs.groupby(["date", "data"])
.agg({"incidence": ["mean", "std"]})
.reset_index()
)
predicted_incidence_plot_data.columns = ["date", "data", "mean", "std"]
return predicted_incidence_plot_data
import plotly.graph_objects as go
from datetime import date, datetime
# All
threshold = 0.6
after = feature_data[["date"]] > pd.to_datetime(date(year=2021, month=11, day=1))
before = feature_data[["date"]] < pd.to_datetime(
datetime.now().date() - timedelta(days=1)
)
working_data = feature_data[(before & after).values]
questionnaire_incidence = calculate_questionnaire_incidence(working_data)
predicted_incidence_plot_data = predict_incidence_runs(
working_data, feature_names, threshold
)
predicted_incidence_plot_data.replace({float("nan"): 0})
55175 None
267803 None
158988 None
215887 None
245521 None
...
269746 None
271401 False
272365 False
273252 None
273253 None
Name: test_result, Length: 100140, dtype: object
30622 None
267804 None
227575 None
194811 None
231670 None
...
269746 None
268664 True
270573 None
273252 None
273253 None
Name: test_result, Length: 101214, dtype: object
55175 None
267803 None
158988 None
215887 None
245521 None
...
269745 None
273251 None
269746 None
273252 None
273253 None
Name: test_result, Length: 99936, dtype: object
55175 None
267803 None
158988 None
215887 None
245521 None
...
269746 None
268664 True
270573 None
273252 None
273253 None
Name: test_result, Length: 99938, dtype: object
55175 None
267803 None
158988 None
215887 None
245521 None
...
270573 None
271401 False
272365 False
273252 None
273253 None
Name: test_result, Length: 99522, dtype: object
30622 None
267804 None
227575 None
194811 None
231670 None
...
269745 None
273251 None
269746 None
273252 None
273253 None
Name: test_result, Length: 99611, dtype: object
30622 None
267804 None
227575 None
194811 None
231670 None
...
268664 True
270573 None
271401 False
273252 None
273253 None
Name: test_result, Length: 100678, dtype: object
30622 None
267804 None
227575 None
194811 None
231670 None
...
269745 None
273251 None
269746 None
273252 None
273253 None
Name: test_result, Length: 99080, dtype: object
55175 None
267803 None
158988 None
215887 None
245521 None
...
270573 None
271401 False
272365 False
273252 None
273253 None
Name: test_result, Length: 99509, dtype: object
30622 None
267804 None
227575 None
194811 None
231670 None
...
269746 None
268664 True
270573 None
273252 None
273253 None
Name: test_result, Length: 99961, dtype: object
| date | data | mean | std | |
|---|---|---|---|---|
| 0 | 2021-11-09 | all | 606.597968 | 449.603057 |
| 1 | 2021-11-09 | no_test | 82.444147 | 173.991390 |
| 2 | 2021-11-09 | with_test | 2267.219182 | 1778.158130 |
| 3 | 2021-11-10 | all | 1011.526158 | 415.726550 |
| 4 | 2021-11-10 | no_test | 397.938583 | 258.242355 |
| ... | ... | ... | ... | ... |
| 697 | 2022-06-29 | no_test | 2557.715461 | 263.527321 |
| 698 | 2022-06-29 | with_test | 8612.219523 | 753.504225 |
| 699 | 2022-06-30 | all | 4002.390985 | 155.271376 |
| 700 | 2022-06-30 | no_test | 2309.093896 | 299.155844 |
| 701 | 2022-06-30 | with_test | 8407.178220 | 636.331020 |
702 rows × 4 columns
predicted_incidence_plot_data.sort_values("date", inplace=True)
default_layout = {
"title": {"y": 0.97, "x": 0.5, "xanchor": "center", "yanchor": "top"},
"font_size": 12,
"autosize": True,
"height": 600,
"margin": dict(l=60, r=30, b=75, t=80, pad=0),
"template": "plotly_white",
"hovermode": "x",
"legend": {
"font_size": 11,
"x": 0,
"y": 1,
"itemclick": "toggleothers",
"itemdoubleclick": "toggle",
"tracegroupgap": 2,
},
"hoverlabel": {"font_color": "white", "namelength": -1},
"xaxis": {
"showline": True,
"linewidth": 1.5,
"linecolor": "#455266",
"ticks": "outside",
"tickwidth": 1.5,
"rangemode": "nonnegative",
},
"yaxis": {
"showline": True,
"linewidth": 1.5,
"linecolor": "#455266",
"ticks": "outside",
"tickwidth": 1.5,
# "rangemode": "nonnegative",
# "range": [0, 12_000],
},
"showlegend": True,
}
i18n = {
"de": {
"booster": "Mit Auffrischimpfung 18-59 Jahre",
"base": "Grundimmunisierte 18-59 Jahre",
"unvax": "Ungeimpfte 18-59 Jahre",
"title": "Gemeldete Inzidenz vs. Machine Learning Nowcast",
"y_axis_title": "Inzidenz",
"all": "Nowcast",
"no_test": "Without data with tests",
"with_test": "Only data with tests",
"insecurity": "Modell Unsicherheit",
},
"en": {
"booster": "With booster 18-59 years",
"base": "Vaccinated 18-59 years",
"unvax": "Unvaccinated 18-59 years",
"title": "Reported Incidence vs. Machine Learning Nowcast",
"y_axis_title": "Incidence",
"all": "Nowcast",
"no_test": "Nur daten mit Tests",
"with_test": "Nur daten ohne Tests",
"insecurity": "Confidence interval",
},
}
SKIP_DAYS = 5
@R.curry
def add_line(fig, data: pd.DataFrame, config: dict):
key = config["key"]
hue_color = config["hue_color"]
line_color = config["line_color"]
x = list(data[data["data"] == key]["date"].apply(pd.Timestamp))
y = data[data["data"] == key]["mean"].values
y_err = data[data["data"] == key]["std"].values
y_upper = list(y + y_err)
y_lower = list(y - y_err)
print(x)
fig.add_trace(
go.Scatter(
name=translation["insecurity"],
x=x[::-1] + x, # x, then x reversed
y=y_lower[::-1] + y_upper, # upper, then lower reversed
showlegend=False,
legendgroup=translation[key],
marker=dict(color="#444"),
line=dict(width=1, color=line_color),
mode="lines",
fillcolor=hue_color, #
fill="toself",
hoverinfo="skip",
)
)
fig.add_trace(
go.Scatter(
y=y,
x=x,
name=translation[key],
legendgroup=translation[key],
mode="lines",
hovertemplate="%{y:.0f}",
line=dict(width=2.5, color=line_color), #
)
)
for language, translation in i18n.items():
fig = go.Figure()
R.map(
add_line(fig, predicted_incidence_plot_data),
[
{
"key": "all",
"hue_color": "rgba(76, 89, 168, 0.3)",
"line_color": "#4C59A8",
},
{
"key": "no_test",
"hue_color": "rgba(245, 240, 85, 0.3)",
"line_color": "#F5F055",
},
{
"key": "with_test",
"hue_color": "rgba(236, 73, 245, 0.3)",
"line_color": "#EC49F5",
},
],
)
fig.add_trace(
go.Scatter(
y=questionnaire_incidence["incidence"].values[:-1],
x=questionnaire_incidence["date"].values[:-1],
name="questionnaire incidence",
legendgroup="incidence",
mode="lines",
hovertemplate="%{y:.0f}",
line=dict(width=2.5, color="red"), # 455266
)
)
layout = dict(
title_text=translation["title"],
yaxis_title=translation["y_axis_title"],
hovermode="x unified",
hoverlabel={
"font": {
"color": "black",
}
},
)
fig.update_layout(default_layout)
fig.update_layout(layout)
fig.write_html(
f"incidence_nowcast_{language}.html",
include_plotlyjs="cdn",
full_html=False,
config={"responsive": "true", "displayModeBar": False},
)
fig.write_image(f"incidence_nowcast.png")
fig.show()
[Timestamp('2021-11-09 00:00:00'), Timestamp('2021-11-10 00:00:00'), Timestamp('2021-11-11 00:00:00'), Timestamp('2021-11-12 00:00:00'), Timestamp('2021-11-13 00:00:00'), Timestamp('2021-11-14 00:00:00'), Timestamp('2021-11-15 00:00:00'), Timestamp('2021-11-16 00:00:00'), Timestamp('2021-11-17 00:00:00'), Timestamp('2021-11-18 00:00:00'), Timestamp('2021-11-19 00:00:00'), Timestamp('2021-11-20 00:00:00'), Timestamp('2021-11-21 00:00:00'), Timestamp('2021-11-22 00:00:00'), Timestamp('2021-11-23 00:00:00'), Timestamp('2021-11-24 00:00:00'), Timestamp('2021-11-25 00:00:00'), Timestamp('2021-11-26 00:00:00'), Timestamp('2021-11-27 00:00:00'), Timestamp('2021-11-28 00:00:00'), Timestamp('2021-11-29 00:00:00'), Timestamp('2021-11-30 00:00:00'), Timestamp('2021-12-01 00:00:00'), Timestamp('2021-12-02 00:00:00'), Timestamp('2021-12-03 00:00:00'), Timestamp('2021-12-04 00:00:00'), Timestamp('2021-12-05 00:00:00'), Timestamp('2021-12-06 00:00:00'), Timestamp('2021-12-07 00:00:00'), Timestamp('2021-12-08 00:00:00'), Timestamp('2021-12-09 00:00:00'), Timestamp('2021-12-10 00:00:00'), Timestamp('2021-12-11 00:00:00'), Timestamp('2021-12-12 00:00:00'), Timestamp('2021-12-13 00:00:00'), Timestamp('2021-12-14 00:00:00'), Timestamp('2021-12-15 00:00:00'), Timestamp('2021-12-16 00:00:00'), Timestamp('2021-12-17 00:00:00'), Timestamp('2021-12-18 00:00:00'), Timestamp('2021-12-19 00:00:00'), Timestamp('2021-12-20 00:00:00'), Timestamp('2021-12-21 00:00:00'), Timestamp('2021-12-22 00:00:00'), Timestamp('2021-12-23 00:00:00'), Timestamp('2021-12-24 00:00:00'), Timestamp('2021-12-25 00:00:00'), Timestamp('2021-12-26 00:00:00'), Timestamp('2021-12-27 00:00:00'), Timestamp('2021-12-28 00:00:00'), Timestamp('2021-12-29 00:00:00'), Timestamp('2021-12-30 00:00:00'), Timestamp('2021-12-31 00:00:00'), Timestamp('2022-01-01 00:00:00'), Timestamp('2022-01-02 00:00:00'), Timestamp('2022-01-03 00:00:00'), Timestamp('2022-01-04 00:00:00'), Timestamp('2022-01-05 00:00:00'), Timestamp('2022-01-06 00:00:00'), Timestamp('2022-01-07 00:00:00'), Timestamp('2022-01-08 00:00:00'), Timestamp('2022-01-09 00:00:00'), Timestamp('2022-01-10 00:00:00'), Timestamp('2022-01-11 00:00:00'), Timestamp('2022-01-12 00:00:00'), Timestamp('2022-01-13 00:00:00'), Timestamp('2022-01-14 00:00:00'), Timestamp('2022-01-15 00:00:00'), Timestamp('2022-01-16 00:00:00'), Timestamp('2022-01-17 00:00:00'), Timestamp('2022-01-18 00:00:00'), Timestamp('2022-01-19 00:00:00'), Timestamp('2022-01-20 00:00:00'), Timestamp('2022-01-21 00:00:00'), Timestamp('2022-01-22 00:00:00'), Timestamp('2022-01-23 00:00:00'), Timestamp('2022-01-24 00:00:00'), Timestamp('2022-01-25 00:00:00'), Timestamp('2022-01-26 00:00:00'), Timestamp('2022-01-27 00:00:00'), Timestamp('2022-01-28 00:00:00'), Timestamp('2022-01-29 00:00:00'), Timestamp('2022-01-30 00:00:00'), Timestamp('2022-01-31 00:00:00'), Timestamp('2022-02-01 00:00:00'), Timestamp('2022-02-02 00:00:00'), Timestamp('2022-02-03 00:00:00'), Timestamp('2022-02-04 00:00:00'), Timestamp('2022-02-05 00:00:00'), Timestamp('2022-02-06 00:00:00'), Timestamp('2022-02-07 00:00:00'), Timestamp('2022-02-08 00:00:00'), Timestamp('2022-02-09 00:00:00'), Timestamp('2022-02-10 00:00:00'), Timestamp('2022-02-11 00:00:00'), Timestamp('2022-02-12 00:00:00'), Timestamp('2022-02-13 00:00:00'), Timestamp('2022-02-14 00:00:00'), Timestamp('2022-02-15 00:00:00'), Timestamp('2022-02-16 00:00:00'), Timestamp('2022-02-17 00:00:00'), Timestamp('2022-02-18 00:00:00'), Timestamp('2022-02-19 00:00:00'), Timestamp('2022-02-20 00:00:00'), Timestamp('2022-02-21 00:00:00'), Timestamp('2022-02-22 00:00:00'), Timestamp('2022-02-23 00:00:00'), Timestamp('2022-02-24 00:00:00'), Timestamp('2022-02-25 00:00:00'), Timestamp('2022-02-26 00:00:00'), Timestamp('2022-02-27 00:00:00'), Timestamp('2022-02-28 00:00:00'), Timestamp('2022-03-01 00:00:00'), Timestamp('2022-03-02 00:00:00'), Timestamp('2022-03-03 00:00:00'), Timestamp('2022-03-04 00:00:00'), Timestamp('2022-03-05 00:00:00'), Timestamp('2022-03-06 00:00:00'), Timestamp('2022-03-07 00:00:00'), Timestamp('2022-03-08 00:00:00'), Timestamp('2022-03-09 00:00:00'), Timestamp('2022-03-10 00:00:00'), Timestamp('2022-03-11 00:00:00'), Timestamp('2022-03-12 00:00:00'), Timestamp('2022-03-13 00:00:00'), Timestamp('2022-03-14 00:00:00'), Timestamp('2022-03-15 00:00:00'), Timestamp('2022-03-16 00:00:00'), Timestamp('2022-03-17 00:00:00'), Timestamp('2022-03-18 00:00:00'), Timestamp('2022-03-19 00:00:00'), Timestamp('2022-03-20 00:00:00'), Timestamp('2022-03-21 00:00:00'), Timestamp('2022-03-22 00:00:00'), Timestamp('2022-03-23 00:00:00'), Timestamp('2022-03-24 00:00:00'), Timestamp('2022-03-25 00:00:00'), Timestamp('2022-03-26 00:00:00'), Timestamp('2022-03-27 00:00:00'), Timestamp('2022-03-28 00:00:00'), Timestamp('2022-03-29 00:00:00'), Timestamp('2022-03-30 00:00:00'), Timestamp('2022-03-31 00:00:00'), Timestamp('2022-04-01 00:00:00'), Timestamp('2022-04-02 00:00:00'), Timestamp('2022-04-03 00:00:00'), Timestamp('2022-04-04 00:00:00'), Timestamp('2022-04-05 00:00:00'), Timestamp('2022-04-06 00:00:00'), Timestamp('2022-04-07 00:00:00'), Timestamp('2022-04-08 00:00:00'), Timestamp('2022-04-09 00:00:00'), Timestamp('2022-04-10 00:00:00'), Timestamp('2022-04-11 00:00:00'), Timestamp('2022-04-12 00:00:00'), Timestamp('2022-04-13 00:00:00'), Timestamp('2022-04-14 00:00:00'), Timestamp('2022-04-15 00:00:00'), Timestamp('2022-04-16 00:00:00'), Timestamp('2022-04-17 00:00:00'), Timestamp('2022-04-18 00:00:00'), Timestamp('2022-04-19 00:00:00'), Timestamp('2022-04-20 00:00:00'), Timestamp('2022-04-21 00:00:00'), Timestamp('2022-04-22 00:00:00'), Timestamp('2022-04-23 00:00:00'), Timestamp('2022-04-24 00:00:00'), Timestamp('2022-04-25 00:00:00'), Timestamp('2022-04-26 00:00:00'), Timestamp('2022-04-27 00:00:00'), Timestamp('2022-04-28 00:00:00'), Timestamp('2022-04-29 00:00:00'), Timestamp('2022-04-30 00:00:00'), Timestamp('2022-05-01 00:00:00'), Timestamp('2022-05-02 00:00:00'), Timestamp('2022-05-03 00:00:00'), Timestamp('2022-05-04 00:00:00'), Timestamp('2022-05-05 00:00:00'), Timestamp('2022-05-06 00:00:00'), Timestamp('2022-05-07 00:00:00'), Timestamp('2022-05-08 00:00:00'), Timestamp('2022-05-09 00:00:00'), Timestamp('2022-05-10 00:00:00'), Timestamp('2022-05-11 00:00:00'), Timestamp('2022-05-12 00:00:00'), Timestamp('2022-05-13 00:00:00'), Timestamp('2022-05-14 00:00:00'), Timestamp('2022-05-15 00:00:00'), Timestamp('2022-05-16 00:00:00'), Timestamp('2022-05-17 00:00:00'), Timestamp('2022-05-18 00:00:00'), Timestamp('2022-05-19 00:00:00'), Timestamp('2022-05-20 00:00:00'), Timestamp('2022-05-21 00:00:00'), Timestamp('2022-05-22 00:00:00'), Timestamp('2022-05-23 00:00:00'), Timestamp('2022-05-24 00:00:00'), Timestamp('2022-05-25 00:00:00'), Timestamp('2022-05-26 00:00:00'), Timestamp('2022-05-27 00:00:00'), Timestamp('2022-05-28 00:00:00'), Timestamp('2022-05-29 00:00:00'), Timestamp('2022-05-30 00:00:00'), Timestamp('2022-05-31 00:00:00'), Timestamp('2022-06-01 00:00:00'), Timestamp('2022-06-02 00:00:00'), Timestamp('2022-06-03 00:00:00'), Timestamp('2022-06-04 00:00:00'), Timestamp('2022-06-05 00:00:00'), Timestamp('2022-06-06 00:00:00'), Timestamp('2022-06-07 00:00:00'), Timestamp('2022-06-08 00:00:00'), Timestamp('2022-06-09 00:00:00'), Timestamp('2022-06-10 00:00:00'), Timestamp('2022-06-11 00:00:00'), Timestamp('2022-06-12 00:00:00'), Timestamp('2022-06-13 00:00:00'), Timestamp('2022-06-14 00:00:00'), Timestamp('2022-06-15 00:00:00'), Timestamp('2022-06-16 00:00:00'), Timestamp('2022-06-17 00:00:00'), Timestamp('2022-06-18 00:00:00'), Timestamp('2022-06-19 00:00:00'), Timestamp('2022-06-20 00:00:00'), Timestamp('2022-06-21 00:00:00'), Timestamp('2022-06-22 00:00:00'), Timestamp('2022-06-23 00:00:00'), Timestamp('2022-06-24 00:00:00'), Timestamp('2022-06-25 00:00:00'), Timestamp('2022-06-26 00:00:00'), Timestamp('2022-06-27 00:00:00'), Timestamp('2022-06-28 00:00:00'), Timestamp('2022-06-29 00:00:00'), Timestamp('2022-06-30 00:00:00')]
[Timestamp('2021-11-09 00:00:00'), Timestamp('2021-11-10 00:00:00'), Timestamp('2021-11-11 00:00:00'), Timestamp('2021-11-12 00:00:00'), Timestamp('2021-11-13 00:00:00'), Timestamp('2021-11-14 00:00:00'), Timestamp('2021-11-15 00:00:00'), Timestamp('2021-11-16 00:00:00'), Timestamp('2021-11-17 00:00:00'), Timestamp('2021-11-18 00:00:00'), Timestamp('2021-11-19 00:00:00'), Timestamp('2021-11-20 00:00:00'), Timestamp('2021-11-21 00:00:00'), Timestamp('2021-11-22 00:00:00'), Timestamp('2021-11-23 00:00:00'), Timestamp('2021-11-24 00:00:00'), Timestamp('2021-11-25 00:00:00'), Timestamp('2021-11-26 00:00:00'), Timestamp('2021-11-27 00:00:00'), Timestamp('2021-11-28 00:00:00'), Timestamp('2021-11-29 00:00:00'), Timestamp('2021-11-30 00:00:00'), Timestamp('2021-12-01 00:00:00'), Timestamp('2021-12-02 00:00:00'), Timestamp('2021-12-03 00:00:00'), Timestamp('2021-12-04 00:00:00'), Timestamp('2021-12-05 00:00:00'), Timestamp('2021-12-06 00:00:00'), Timestamp('2021-12-07 00:00:00'), Timestamp('2021-12-08 00:00:00'), Timestamp('2021-12-09 00:00:00'), Timestamp('2021-12-10 00:00:00'), Timestamp('2021-12-11 00:00:00'), Timestamp('2021-12-12 00:00:00'), Timestamp('2021-12-13 00:00:00'), Timestamp('2021-12-14 00:00:00'), Timestamp('2021-12-15 00:00:00'), Timestamp('2021-12-16 00:00:00'), Timestamp('2021-12-17 00:00:00'), Timestamp('2021-12-18 00:00:00'), Timestamp('2021-12-19 00:00:00'), Timestamp('2021-12-20 00:00:00'), Timestamp('2021-12-21 00:00:00'), Timestamp('2021-12-22 00:00:00'), Timestamp('2021-12-23 00:00:00'), Timestamp('2021-12-24 00:00:00'), Timestamp('2021-12-25 00:00:00'), Timestamp('2021-12-26 00:00:00'), Timestamp('2021-12-27 00:00:00'), Timestamp('2021-12-28 00:00:00'), Timestamp('2021-12-29 00:00:00'), Timestamp('2021-12-30 00:00:00'), Timestamp('2021-12-31 00:00:00'), Timestamp('2022-01-01 00:00:00'), Timestamp('2022-01-02 00:00:00'), Timestamp('2022-01-03 00:00:00'), Timestamp('2022-01-04 00:00:00'), Timestamp('2022-01-05 00:00:00'), Timestamp('2022-01-06 00:00:00'), Timestamp('2022-01-07 00:00:00'), Timestamp('2022-01-08 00:00:00'), Timestamp('2022-01-09 00:00:00'), Timestamp('2022-01-10 00:00:00'), Timestamp('2022-01-11 00:00:00'), Timestamp('2022-01-12 00:00:00'), Timestamp('2022-01-13 00:00:00'), Timestamp('2022-01-14 00:00:00'), Timestamp('2022-01-15 00:00:00'), Timestamp('2022-01-16 00:00:00'), Timestamp('2022-01-17 00:00:00'), Timestamp('2022-01-18 00:00:00'), Timestamp('2022-01-19 00:00:00'), Timestamp('2022-01-20 00:00:00'), Timestamp('2022-01-21 00:00:00'), Timestamp('2022-01-22 00:00:00'), Timestamp('2022-01-23 00:00:00'), Timestamp('2022-01-24 00:00:00'), Timestamp('2022-01-25 00:00:00'), Timestamp('2022-01-26 00:00:00'), Timestamp('2022-01-27 00:00:00'), Timestamp('2022-01-28 00:00:00'), Timestamp('2022-01-29 00:00:00'), Timestamp('2022-01-30 00:00:00'), Timestamp('2022-01-31 00:00:00'), Timestamp('2022-02-01 00:00:00'), Timestamp('2022-02-02 00:00:00'), Timestamp('2022-02-03 00:00:00'), Timestamp('2022-02-04 00:00:00'), Timestamp('2022-02-05 00:00:00'), Timestamp('2022-02-06 00:00:00'), Timestamp('2022-02-07 00:00:00'), Timestamp('2022-02-08 00:00:00'), Timestamp('2022-02-09 00:00:00'), Timestamp('2022-02-10 00:00:00'), Timestamp('2022-02-11 00:00:00'), Timestamp('2022-02-12 00:00:00'), Timestamp('2022-02-13 00:00:00'), Timestamp('2022-02-14 00:00:00'), Timestamp('2022-02-15 00:00:00'), Timestamp('2022-02-16 00:00:00'), Timestamp('2022-02-17 00:00:00'), Timestamp('2022-02-18 00:00:00'), Timestamp('2022-02-19 00:00:00'), Timestamp('2022-02-20 00:00:00'), Timestamp('2022-02-21 00:00:00'), Timestamp('2022-02-22 00:00:00'), Timestamp('2022-02-23 00:00:00'), Timestamp('2022-02-24 00:00:00'), Timestamp('2022-02-25 00:00:00'), Timestamp('2022-02-26 00:00:00'), Timestamp('2022-02-27 00:00:00'), Timestamp('2022-02-28 00:00:00'), Timestamp('2022-03-01 00:00:00'), Timestamp('2022-03-02 00:00:00'), Timestamp('2022-03-03 00:00:00'), Timestamp('2022-03-04 00:00:00'), Timestamp('2022-03-05 00:00:00'), Timestamp('2022-03-06 00:00:00'), Timestamp('2022-03-07 00:00:00'), Timestamp('2022-03-08 00:00:00'), Timestamp('2022-03-09 00:00:00'), Timestamp('2022-03-10 00:00:00'), Timestamp('2022-03-11 00:00:00'), Timestamp('2022-03-12 00:00:00'), Timestamp('2022-03-13 00:00:00'), Timestamp('2022-03-14 00:00:00'), Timestamp('2022-03-15 00:00:00'), Timestamp('2022-03-16 00:00:00'), Timestamp('2022-03-17 00:00:00'), Timestamp('2022-03-18 00:00:00'), Timestamp('2022-03-19 00:00:00'), Timestamp('2022-03-20 00:00:00'), Timestamp('2022-03-21 00:00:00'), Timestamp('2022-03-22 00:00:00'), Timestamp('2022-03-23 00:00:00'), Timestamp('2022-03-24 00:00:00'), Timestamp('2022-03-25 00:00:00'), Timestamp('2022-03-26 00:00:00'), Timestamp('2022-03-27 00:00:00'), Timestamp('2022-03-28 00:00:00'), Timestamp('2022-03-29 00:00:00'), Timestamp('2022-03-30 00:00:00'), Timestamp('2022-03-31 00:00:00'), Timestamp('2022-04-01 00:00:00'), Timestamp('2022-04-02 00:00:00'), Timestamp('2022-04-03 00:00:00'), Timestamp('2022-04-04 00:00:00'), Timestamp('2022-04-05 00:00:00'), Timestamp('2022-04-06 00:00:00'), Timestamp('2022-04-07 00:00:00'), Timestamp('2022-04-08 00:00:00'), Timestamp('2022-04-09 00:00:00'), Timestamp('2022-04-10 00:00:00'), Timestamp('2022-04-11 00:00:00'), Timestamp('2022-04-12 00:00:00'), Timestamp('2022-04-13 00:00:00'), Timestamp('2022-04-14 00:00:00'), Timestamp('2022-04-15 00:00:00'), Timestamp('2022-04-16 00:00:00'), Timestamp('2022-04-17 00:00:00'), Timestamp('2022-04-18 00:00:00'), Timestamp('2022-04-19 00:00:00'), Timestamp('2022-04-20 00:00:00'), Timestamp('2022-04-21 00:00:00'), Timestamp('2022-04-22 00:00:00'), Timestamp('2022-04-23 00:00:00'), Timestamp('2022-04-24 00:00:00'), Timestamp('2022-04-25 00:00:00'), Timestamp('2022-04-26 00:00:00'), Timestamp('2022-04-27 00:00:00'), Timestamp('2022-04-28 00:00:00'), Timestamp('2022-04-29 00:00:00'), Timestamp('2022-04-30 00:00:00'), Timestamp('2022-05-01 00:00:00'), Timestamp('2022-05-02 00:00:00'), Timestamp('2022-05-03 00:00:00'), Timestamp('2022-05-04 00:00:00'), Timestamp('2022-05-05 00:00:00'), Timestamp('2022-05-06 00:00:00'), Timestamp('2022-05-07 00:00:00'), Timestamp('2022-05-08 00:00:00'), Timestamp('2022-05-09 00:00:00'), Timestamp('2022-05-10 00:00:00'), Timestamp('2022-05-11 00:00:00'), Timestamp('2022-05-12 00:00:00'), Timestamp('2022-05-13 00:00:00'), Timestamp('2022-05-14 00:00:00'), Timestamp('2022-05-15 00:00:00'), Timestamp('2022-05-16 00:00:00'), Timestamp('2022-05-17 00:00:00'), Timestamp('2022-05-18 00:00:00'), Timestamp('2022-05-19 00:00:00'), Timestamp('2022-05-20 00:00:00'), Timestamp('2022-05-21 00:00:00'), Timestamp('2022-05-22 00:00:00'), Timestamp('2022-05-23 00:00:00'), Timestamp('2022-05-24 00:00:00'), Timestamp('2022-05-25 00:00:00'), Timestamp('2022-05-26 00:00:00'), Timestamp('2022-05-27 00:00:00'), Timestamp('2022-05-28 00:00:00'), Timestamp('2022-05-29 00:00:00'), Timestamp('2022-05-30 00:00:00'), Timestamp('2022-05-31 00:00:00'), Timestamp('2022-06-01 00:00:00'), Timestamp('2022-06-02 00:00:00'), Timestamp('2022-06-03 00:00:00'), Timestamp('2022-06-04 00:00:00'), Timestamp('2022-06-05 00:00:00'), Timestamp('2022-06-06 00:00:00'), Timestamp('2022-06-07 00:00:00'), Timestamp('2022-06-08 00:00:00'), Timestamp('2022-06-09 00:00:00'), Timestamp('2022-06-10 00:00:00'), Timestamp('2022-06-11 00:00:00'), Timestamp('2022-06-12 00:00:00'), Timestamp('2022-06-13 00:00:00'), Timestamp('2022-06-14 00:00:00'), Timestamp('2022-06-15 00:00:00'), Timestamp('2022-06-16 00:00:00'), Timestamp('2022-06-17 00:00:00'), Timestamp('2022-06-18 00:00:00'), Timestamp('2022-06-19 00:00:00'), Timestamp('2022-06-20 00:00:00'), Timestamp('2022-06-21 00:00:00'), Timestamp('2022-06-22 00:00:00'), Timestamp('2022-06-23 00:00:00'), Timestamp('2022-06-24 00:00:00'), Timestamp('2022-06-25 00:00:00'), Timestamp('2022-06-26 00:00:00'), Timestamp('2022-06-27 00:00:00'), Timestamp('2022-06-28 00:00:00'), Timestamp('2022-06-29 00:00:00'), Timestamp('2022-06-30 00:00:00')]
[Timestamp('2021-11-09 00:00:00'), Timestamp('2021-11-10 00:00:00'), Timestamp('2021-11-11 00:00:00'), Timestamp('2021-11-12 00:00:00'), Timestamp('2021-11-13 00:00:00'), Timestamp('2021-11-14 00:00:00'), Timestamp('2021-11-15 00:00:00'), Timestamp('2021-11-16 00:00:00'), Timestamp('2021-11-17 00:00:00'), Timestamp('2021-11-18 00:00:00'), Timestamp('2021-11-19 00:00:00'), Timestamp('2021-11-20 00:00:00'), Timestamp('2021-11-21 00:00:00'), Timestamp('2021-11-22 00:00:00'), Timestamp('2021-11-23 00:00:00'), Timestamp('2021-11-24 00:00:00'), Timestamp('2021-11-25 00:00:00'), Timestamp('2021-11-26 00:00:00'), Timestamp('2021-11-27 00:00:00'), Timestamp('2021-11-28 00:00:00'), Timestamp('2021-11-29 00:00:00'), Timestamp('2021-11-30 00:00:00'), Timestamp('2021-12-01 00:00:00'), Timestamp('2021-12-02 00:00:00'), Timestamp('2021-12-03 00:00:00'), Timestamp('2021-12-04 00:00:00'), Timestamp('2021-12-05 00:00:00'), Timestamp('2021-12-06 00:00:00'), Timestamp('2021-12-07 00:00:00'), Timestamp('2021-12-08 00:00:00'), Timestamp('2021-12-09 00:00:00'), Timestamp('2021-12-10 00:00:00'), Timestamp('2021-12-11 00:00:00'), Timestamp('2021-12-12 00:00:00'), Timestamp('2021-12-13 00:00:00'), Timestamp('2021-12-14 00:00:00'), Timestamp('2021-12-15 00:00:00'), Timestamp('2021-12-16 00:00:00'), Timestamp('2021-12-17 00:00:00'), Timestamp('2021-12-18 00:00:00'), Timestamp('2021-12-19 00:00:00'), Timestamp('2021-12-20 00:00:00'), Timestamp('2021-12-21 00:00:00'), Timestamp('2021-12-22 00:00:00'), Timestamp('2021-12-23 00:00:00'), Timestamp('2021-12-24 00:00:00'), Timestamp('2021-12-25 00:00:00'), Timestamp('2021-12-26 00:00:00'), Timestamp('2021-12-27 00:00:00'), Timestamp('2021-12-28 00:00:00'), Timestamp('2021-12-29 00:00:00'), Timestamp('2021-12-30 00:00:00'), Timestamp('2021-12-31 00:00:00'), Timestamp('2022-01-01 00:00:00'), Timestamp('2022-01-02 00:00:00'), Timestamp('2022-01-03 00:00:00'), Timestamp('2022-01-04 00:00:00'), Timestamp('2022-01-05 00:00:00'), Timestamp('2022-01-06 00:00:00'), Timestamp('2022-01-07 00:00:00'), Timestamp('2022-01-08 00:00:00'), Timestamp('2022-01-09 00:00:00'), Timestamp('2022-01-10 00:00:00'), Timestamp('2022-01-11 00:00:00'), Timestamp('2022-01-12 00:00:00'), Timestamp('2022-01-13 00:00:00'), Timestamp('2022-01-14 00:00:00'), Timestamp('2022-01-15 00:00:00'), Timestamp('2022-01-16 00:00:00'), Timestamp('2022-01-17 00:00:00'), Timestamp('2022-01-18 00:00:00'), Timestamp('2022-01-19 00:00:00'), Timestamp('2022-01-20 00:00:00'), Timestamp('2022-01-21 00:00:00'), Timestamp('2022-01-22 00:00:00'), Timestamp('2022-01-23 00:00:00'), Timestamp('2022-01-24 00:00:00'), Timestamp('2022-01-25 00:00:00'), Timestamp('2022-01-26 00:00:00'), Timestamp('2022-01-27 00:00:00'), Timestamp('2022-01-28 00:00:00'), Timestamp('2022-01-29 00:00:00'), Timestamp('2022-01-30 00:00:00'), Timestamp('2022-01-31 00:00:00'), Timestamp('2022-02-01 00:00:00'), Timestamp('2022-02-02 00:00:00'), Timestamp('2022-02-03 00:00:00'), Timestamp('2022-02-04 00:00:00'), Timestamp('2022-02-05 00:00:00'), Timestamp('2022-02-06 00:00:00'), Timestamp('2022-02-07 00:00:00'), Timestamp('2022-02-08 00:00:00'), Timestamp('2022-02-09 00:00:00'), Timestamp('2022-02-10 00:00:00'), Timestamp('2022-02-11 00:00:00'), Timestamp('2022-02-12 00:00:00'), Timestamp('2022-02-13 00:00:00'), Timestamp('2022-02-14 00:00:00'), Timestamp('2022-02-15 00:00:00'), Timestamp('2022-02-16 00:00:00'), Timestamp('2022-02-17 00:00:00'), Timestamp('2022-02-18 00:00:00'), Timestamp('2022-02-19 00:00:00'), Timestamp('2022-02-20 00:00:00'), Timestamp('2022-02-21 00:00:00'), Timestamp('2022-02-22 00:00:00'), Timestamp('2022-02-23 00:00:00'), Timestamp('2022-02-24 00:00:00'), Timestamp('2022-02-25 00:00:00'), Timestamp('2022-02-26 00:00:00'), Timestamp('2022-02-27 00:00:00'), Timestamp('2022-02-28 00:00:00'), Timestamp('2022-03-01 00:00:00'), Timestamp('2022-03-02 00:00:00'), Timestamp('2022-03-03 00:00:00'), Timestamp('2022-03-04 00:00:00'), Timestamp('2022-03-05 00:00:00'), Timestamp('2022-03-06 00:00:00'), Timestamp('2022-03-07 00:00:00'), Timestamp('2022-03-08 00:00:00'), Timestamp('2022-03-09 00:00:00'), Timestamp('2022-03-10 00:00:00'), Timestamp('2022-03-11 00:00:00'), Timestamp('2022-03-12 00:00:00'), Timestamp('2022-03-13 00:00:00'), Timestamp('2022-03-14 00:00:00'), Timestamp('2022-03-15 00:00:00'), Timestamp('2022-03-16 00:00:00'), Timestamp('2022-03-17 00:00:00'), Timestamp('2022-03-18 00:00:00'), Timestamp('2022-03-19 00:00:00'), Timestamp('2022-03-20 00:00:00'), Timestamp('2022-03-21 00:00:00'), Timestamp('2022-03-22 00:00:00'), Timestamp('2022-03-23 00:00:00'), Timestamp('2022-03-24 00:00:00'), Timestamp('2022-03-25 00:00:00'), Timestamp('2022-03-26 00:00:00'), Timestamp('2022-03-27 00:00:00'), Timestamp('2022-03-28 00:00:00'), Timestamp('2022-03-29 00:00:00'), Timestamp('2022-03-30 00:00:00'), Timestamp('2022-03-31 00:00:00'), Timestamp('2022-04-01 00:00:00'), Timestamp('2022-04-02 00:00:00'), Timestamp('2022-04-03 00:00:00'), Timestamp('2022-04-04 00:00:00'), Timestamp('2022-04-05 00:00:00'), Timestamp('2022-04-06 00:00:00'), Timestamp('2022-04-07 00:00:00'), Timestamp('2022-04-08 00:00:00'), Timestamp('2022-04-09 00:00:00'), Timestamp('2022-04-10 00:00:00'), Timestamp('2022-04-11 00:00:00'), Timestamp('2022-04-12 00:00:00'), Timestamp('2022-04-13 00:00:00'), Timestamp('2022-04-14 00:00:00'), Timestamp('2022-04-15 00:00:00'), Timestamp('2022-04-16 00:00:00'), Timestamp('2022-04-17 00:00:00'), Timestamp('2022-04-18 00:00:00'), Timestamp('2022-04-19 00:00:00'), Timestamp('2022-04-20 00:00:00'), Timestamp('2022-04-21 00:00:00'), Timestamp('2022-04-22 00:00:00'), Timestamp('2022-04-23 00:00:00'), Timestamp('2022-04-24 00:00:00'), Timestamp('2022-04-25 00:00:00'), Timestamp('2022-04-26 00:00:00'), Timestamp('2022-04-27 00:00:00'), Timestamp('2022-04-28 00:00:00'), Timestamp('2022-04-29 00:00:00'), Timestamp('2022-04-30 00:00:00'), Timestamp('2022-05-01 00:00:00'), Timestamp('2022-05-02 00:00:00'), Timestamp('2022-05-03 00:00:00'), Timestamp('2022-05-04 00:00:00'), Timestamp('2022-05-05 00:00:00'), Timestamp('2022-05-06 00:00:00'), Timestamp('2022-05-07 00:00:00'), Timestamp('2022-05-08 00:00:00'), Timestamp('2022-05-09 00:00:00'), Timestamp('2022-05-10 00:00:00'), Timestamp('2022-05-11 00:00:00'), Timestamp('2022-05-12 00:00:00'), Timestamp('2022-05-13 00:00:00'), Timestamp('2022-05-14 00:00:00'), Timestamp('2022-05-15 00:00:00'), Timestamp('2022-05-16 00:00:00'), Timestamp('2022-05-17 00:00:00'), Timestamp('2022-05-18 00:00:00'), Timestamp('2022-05-19 00:00:00'), Timestamp('2022-05-20 00:00:00'), Timestamp('2022-05-21 00:00:00'), Timestamp('2022-05-22 00:00:00'), Timestamp('2022-05-23 00:00:00'), Timestamp('2022-05-24 00:00:00'), Timestamp('2022-05-25 00:00:00'), Timestamp('2022-05-26 00:00:00'), Timestamp('2022-05-27 00:00:00'), Timestamp('2022-05-28 00:00:00'), Timestamp('2022-05-29 00:00:00'), Timestamp('2022-05-30 00:00:00'), Timestamp('2022-05-31 00:00:00'), Timestamp('2022-06-01 00:00:00'), Timestamp('2022-06-02 00:00:00'), Timestamp('2022-06-03 00:00:00'), Timestamp('2022-06-04 00:00:00'), Timestamp('2022-06-05 00:00:00'), Timestamp('2022-06-06 00:00:00'), Timestamp('2022-06-07 00:00:00'), Timestamp('2022-06-08 00:00:00'), Timestamp('2022-06-09 00:00:00'), Timestamp('2022-06-10 00:00:00'), Timestamp('2022-06-11 00:00:00'), Timestamp('2022-06-12 00:00:00'), Timestamp('2022-06-13 00:00:00'), Timestamp('2022-06-14 00:00:00'), Timestamp('2022-06-15 00:00:00'), Timestamp('2022-06-16 00:00:00'), Timestamp('2022-06-17 00:00:00'), Timestamp('2022-06-18 00:00:00'), Timestamp('2022-06-19 00:00:00'), Timestamp('2022-06-20 00:00:00'), Timestamp('2022-06-21 00:00:00'), Timestamp('2022-06-22 00:00:00'), Timestamp('2022-06-23 00:00:00'), Timestamp('2022-06-24 00:00:00'), Timestamp('2022-06-25 00:00:00'), Timestamp('2022-06-26 00:00:00'), Timestamp('2022-06-27 00:00:00'), Timestamp('2022-06-28 00:00:00'), Timestamp('2022-06-29 00:00:00'), Timestamp('2022-06-30 00:00:00')]
[Timestamp('2021-11-09 00:00:00'), Timestamp('2021-11-10 00:00:00'), Timestamp('2021-11-11 00:00:00'), Timestamp('2021-11-12 00:00:00'), Timestamp('2021-11-13 00:00:00'), Timestamp('2021-11-14 00:00:00'), Timestamp('2021-11-15 00:00:00'), Timestamp('2021-11-16 00:00:00'), Timestamp('2021-11-17 00:00:00'), Timestamp('2021-11-18 00:00:00'), Timestamp('2021-11-19 00:00:00'), Timestamp('2021-11-20 00:00:00'), Timestamp('2021-11-21 00:00:00'), Timestamp('2021-11-22 00:00:00'), Timestamp('2021-11-23 00:00:00'), Timestamp('2021-11-24 00:00:00'), Timestamp('2021-11-25 00:00:00'), Timestamp('2021-11-26 00:00:00'), Timestamp('2021-11-27 00:00:00'), Timestamp('2021-11-28 00:00:00'), Timestamp('2021-11-29 00:00:00'), Timestamp('2021-11-30 00:00:00'), Timestamp('2021-12-01 00:00:00'), Timestamp('2021-12-02 00:00:00'), Timestamp('2021-12-03 00:00:00'), Timestamp('2021-12-04 00:00:00'), Timestamp('2021-12-05 00:00:00'), Timestamp('2021-12-06 00:00:00'), Timestamp('2021-12-07 00:00:00'), Timestamp('2021-12-08 00:00:00'), Timestamp('2021-12-09 00:00:00'), Timestamp('2021-12-10 00:00:00'), Timestamp('2021-12-11 00:00:00'), Timestamp('2021-12-12 00:00:00'), Timestamp('2021-12-13 00:00:00'), Timestamp('2021-12-14 00:00:00'), Timestamp('2021-12-15 00:00:00'), Timestamp('2021-12-16 00:00:00'), Timestamp('2021-12-17 00:00:00'), Timestamp('2021-12-18 00:00:00'), Timestamp('2021-12-19 00:00:00'), Timestamp('2021-12-20 00:00:00'), Timestamp('2021-12-21 00:00:00'), Timestamp('2021-12-22 00:00:00'), Timestamp('2021-12-23 00:00:00'), Timestamp('2021-12-24 00:00:00'), Timestamp('2021-12-25 00:00:00'), Timestamp('2021-12-26 00:00:00'), Timestamp('2021-12-27 00:00:00'), Timestamp('2021-12-28 00:00:00'), Timestamp('2021-12-29 00:00:00'), Timestamp('2021-12-30 00:00:00'), Timestamp('2021-12-31 00:00:00'), Timestamp('2022-01-01 00:00:00'), Timestamp('2022-01-02 00:00:00'), Timestamp('2022-01-03 00:00:00'), Timestamp('2022-01-04 00:00:00'), Timestamp('2022-01-05 00:00:00'), Timestamp('2022-01-06 00:00:00'), Timestamp('2022-01-07 00:00:00'), Timestamp('2022-01-08 00:00:00'), Timestamp('2022-01-09 00:00:00'), Timestamp('2022-01-10 00:00:00'), Timestamp('2022-01-11 00:00:00'), Timestamp('2022-01-12 00:00:00'), Timestamp('2022-01-13 00:00:00'), Timestamp('2022-01-14 00:00:00'), Timestamp('2022-01-15 00:00:00'), Timestamp('2022-01-16 00:00:00'), Timestamp('2022-01-17 00:00:00'), Timestamp('2022-01-18 00:00:00'), Timestamp('2022-01-19 00:00:00'), Timestamp('2022-01-20 00:00:00'), Timestamp('2022-01-21 00:00:00'), Timestamp('2022-01-22 00:00:00'), Timestamp('2022-01-23 00:00:00'), Timestamp('2022-01-24 00:00:00'), Timestamp('2022-01-25 00:00:00'), Timestamp('2022-01-26 00:00:00'), Timestamp('2022-01-27 00:00:00'), Timestamp('2022-01-28 00:00:00'), Timestamp('2022-01-29 00:00:00'), Timestamp('2022-01-30 00:00:00'), Timestamp('2022-01-31 00:00:00'), Timestamp('2022-02-01 00:00:00'), Timestamp('2022-02-02 00:00:00'), Timestamp('2022-02-03 00:00:00'), Timestamp('2022-02-04 00:00:00'), Timestamp('2022-02-05 00:00:00'), Timestamp('2022-02-06 00:00:00'), Timestamp('2022-02-07 00:00:00'), Timestamp('2022-02-08 00:00:00'), Timestamp('2022-02-09 00:00:00'), Timestamp('2022-02-10 00:00:00'), Timestamp('2022-02-11 00:00:00'), Timestamp('2022-02-12 00:00:00'), Timestamp('2022-02-13 00:00:00'), Timestamp('2022-02-14 00:00:00'), Timestamp('2022-02-15 00:00:00'), Timestamp('2022-02-16 00:00:00'), Timestamp('2022-02-17 00:00:00'), Timestamp('2022-02-18 00:00:00'), Timestamp('2022-02-19 00:00:00'), Timestamp('2022-02-20 00:00:00'), Timestamp('2022-02-21 00:00:00'), Timestamp('2022-02-22 00:00:00'), Timestamp('2022-02-23 00:00:00'), Timestamp('2022-02-24 00:00:00'), Timestamp('2022-02-25 00:00:00'), Timestamp('2022-02-26 00:00:00'), Timestamp('2022-02-27 00:00:00'), Timestamp('2022-02-28 00:00:00'), Timestamp('2022-03-01 00:00:00'), Timestamp('2022-03-02 00:00:00'), Timestamp('2022-03-03 00:00:00'), Timestamp('2022-03-04 00:00:00'), Timestamp('2022-03-05 00:00:00'), Timestamp('2022-03-06 00:00:00'), Timestamp('2022-03-07 00:00:00'), Timestamp('2022-03-08 00:00:00'), Timestamp('2022-03-09 00:00:00'), Timestamp('2022-03-10 00:00:00'), Timestamp('2022-03-11 00:00:00'), Timestamp('2022-03-12 00:00:00'), Timestamp('2022-03-13 00:00:00'), Timestamp('2022-03-14 00:00:00'), Timestamp('2022-03-15 00:00:00'), Timestamp('2022-03-16 00:00:00'), Timestamp('2022-03-17 00:00:00'), Timestamp('2022-03-18 00:00:00'), Timestamp('2022-03-19 00:00:00'), Timestamp('2022-03-20 00:00:00'), Timestamp('2022-03-21 00:00:00'), Timestamp('2022-03-22 00:00:00'), Timestamp('2022-03-23 00:00:00'), Timestamp('2022-03-24 00:00:00'), Timestamp('2022-03-25 00:00:00'), Timestamp('2022-03-26 00:00:00'), Timestamp('2022-03-27 00:00:00'), Timestamp('2022-03-28 00:00:00'), Timestamp('2022-03-29 00:00:00'), Timestamp('2022-03-30 00:00:00'), Timestamp('2022-03-31 00:00:00'), Timestamp('2022-04-01 00:00:00'), Timestamp('2022-04-02 00:00:00'), Timestamp('2022-04-03 00:00:00'), Timestamp('2022-04-04 00:00:00'), Timestamp('2022-04-05 00:00:00'), Timestamp('2022-04-06 00:00:00'), Timestamp('2022-04-07 00:00:00'), Timestamp('2022-04-08 00:00:00'), Timestamp('2022-04-09 00:00:00'), Timestamp('2022-04-10 00:00:00'), Timestamp('2022-04-11 00:00:00'), Timestamp('2022-04-12 00:00:00'), Timestamp('2022-04-13 00:00:00'), Timestamp('2022-04-14 00:00:00'), Timestamp('2022-04-15 00:00:00'), Timestamp('2022-04-16 00:00:00'), Timestamp('2022-04-17 00:00:00'), Timestamp('2022-04-18 00:00:00'), Timestamp('2022-04-19 00:00:00'), Timestamp('2022-04-20 00:00:00'), Timestamp('2022-04-21 00:00:00'), Timestamp('2022-04-22 00:00:00'), Timestamp('2022-04-23 00:00:00'), Timestamp('2022-04-24 00:00:00'), Timestamp('2022-04-25 00:00:00'), Timestamp('2022-04-26 00:00:00'), Timestamp('2022-04-27 00:00:00'), Timestamp('2022-04-28 00:00:00'), Timestamp('2022-04-29 00:00:00'), Timestamp('2022-04-30 00:00:00'), Timestamp('2022-05-01 00:00:00'), Timestamp('2022-05-02 00:00:00'), Timestamp('2022-05-03 00:00:00'), Timestamp('2022-05-04 00:00:00'), Timestamp('2022-05-05 00:00:00'), Timestamp('2022-05-06 00:00:00'), Timestamp('2022-05-07 00:00:00'), Timestamp('2022-05-08 00:00:00'), Timestamp('2022-05-09 00:00:00'), Timestamp('2022-05-10 00:00:00'), Timestamp('2022-05-11 00:00:00'), Timestamp('2022-05-12 00:00:00'), Timestamp('2022-05-13 00:00:00'), Timestamp('2022-05-14 00:00:00'), Timestamp('2022-05-15 00:00:00'), Timestamp('2022-05-16 00:00:00'), Timestamp('2022-05-17 00:00:00'), Timestamp('2022-05-18 00:00:00'), Timestamp('2022-05-19 00:00:00'), Timestamp('2022-05-20 00:00:00'), Timestamp('2022-05-21 00:00:00'), Timestamp('2022-05-22 00:00:00'), Timestamp('2022-05-23 00:00:00'), Timestamp('2022-05-24 00:00:00'), Timestamp('2022-05-25 00:00:00'), Timestamp('2022-05-26 00:00:00'), Timestamp('2022-05-27 00:00:00'), Timestamp('2022-05-28 00:00:00'), Timestamp('2022-05-29 00:00:00'), Timestamp('2022-05-30 00:00:00'), Timestamp('2022-05-31 00:00:00'), Timestamp('2022-06-01 00:00:00'), Timestamp('2022-06-02 00:00:00'), Timestamp('2022-06-03 00:00:00'), Timestamp('2022-06-04 00:00:00'), Timestamp('2022-06-05 00:00:00'), Timestamp('2022-06-06 00:00:00'), Timestamp('2022-06-07 00:00:00'), Timestamp('2022-06-08 00:00:00'), Timestamp('2022-06-09 00:00:00'), Timestamp('2022-06-10 00:00:00'), Timestamp('2022-06-11 00:00:00'), Timestamp('2022-06-12 00:00:00'), Timestamp('2022-06-13 00:00:00'), Timestamp('2022-06-14 00:00:00'), Timestamp('2022-06-15 00:00:00'), Timestamp('2022-06-16 00:00:00'), Timestamp('2022-06-17 00:00:00'), Timestamp('2022-06-18 00:00:00'), Timestamp('2022-06-19 00:00:00'), Timestamp('2022-06-20 00:00:00'), Timestamp('2022-06-21 00:00:00'), Timestamp('2022-06-22 00:00:00'), Timestamp('2022-06-23 00:00:00'), Timestamp('2022-06-24 00:00:00'), Timestamp('2022-06-25 00:00:00'), Timestamp('2022-06-26 00:00:00'), Timestamp('2022-06-27 00:00:00'), Timestamp('2022-06-28 00:00:00'), Timestamp('2022-06-29 00:00:00'), Timestamp('2022-06-30 00:00:00')]
[Timestamp('2021-11-09 00:00:00'), Timestamp('2021-11-10 00:00:00'), Timestamp('2021-11-11 00:00:00'), Timestamp('2021-11-12 00:00:00'), Timestamp('2021-11-13 00:00:00'), Timestamp('2021-11-14 00:00:00'), Timestamp('2021-11-15 00:00:00'), Timestamp('2021-11-16 00:00:00'), Timestamp('2021-11-17 00:00:00'), Timestamp('2021-11-18 00:00:00'), Timestamp('2021-11-19 00:00:00'), Timestamp('2021-11-20 00:00:00'), Timestamp('2021-11-21 00:00:00'), Timestamp('2021-11-22 00:00:00'), Timestamp('2021-11-23 00:00:00'), Timestamp('2021-11-24 00:00:00'), Timestamp('2021-11-25 00:00:00'), Timestamp('2021-11-26 00:00:00'), Timestamp('2021-11-27 00:00:00'), Timestamp('2021-11-28 00:00:00'), Timestamp('2021-11-29 00:00:00'), Timestamp('2021-11-30 00:00:00'), Timestamp('2021-12-01 00:00:00'), Timestamp('2021-12-02 00:00:00'), Timestamp('2021-12-03 00:00:00'), Timestamp('2021-12-04 00:00:00'), Timestamp('2021-12-05 00:00:00'), Timestamp('2021-12-06 00:00:00'), Timestamp('2021-12-07 00:00:00'), Timestamp('2021-12-08 00:00:00'), Timestamp('2021-12-09 00:00:00'), Timestamp('2021-12-10 00:00:00'), Timestamp('2021-12-11 00:00:00'), Timestamp('2021-12-12 00:00:00'), Timestamp('2021-12-13 00:00:00'), Timestamp('2021-12-14 00:00:00'), Timestamp('2021-12-15 00:00:00'), Timestamp('2021-12-16 00:00:00'), Timestamp('2021-12-17 00:00:00'), Timestamp('2021-12-18 00:00:00'), Timestamp('2021-12-19 00:00:00'), Timestamp('2021-12-20 00:00:00'), Timestamp('2021-12-21 00:00:00'), Timestamp('2021-12-22 00:00:00'), Timestamp('2021-12-23 00:00:00'), Timestamp('2021-12-24 00:00:00'), Timestamp('2021-12-25 00:00:00'), Timestamp('2021-12-26 00:00:00'), Timestamp('2021-12-27 00:00:00'), Timestamp('2021-12-28 00:00:00'), Timestamp('2021-12-29 00:00:00'), Timestamp('2021-12-30 00:00:00'), Timestamp('2021-12-31 00:00:00'), Timestamp('2022-01-01 00:00:00'), Timestamp('2022-01-02 00:00:00'), Timestamp('2022-01-03 00:00:00'), Timestamp('2022-01-04 00:00:00'), Timestamp('2022-01-05 00:00:00'), Timestamp('2022-01-06 00:00:00'), Timestamp('2022-01-07 00:00:00'), Timestamp('2022-01-08 00:00:00'), Timestamp('2022-01-09 00:00:00'), Timestamp('2022-01-10 00:00:00'), Timestamp('2022-01-11 00:00:00'), Timestamp('2022-01-12 00:00:00'), Timestamp('2022-01-13 00:00:00'), Timestamp('2022-01-14 00:00:00'), Timestamp('2022-01-15 00:00:00'), Timestamp('2022-01-16 00:00:00'), Timestamp('2022-01-17 00:00:00'), Timestamp('2022-01-18 00:00:00'), Timestamp('2022-01-19 00:00:00'), Timestamp('2022-01-20 00:00:00'), Timestamp('2022-01-21 00:00:00'), Timestamp('2022-01-22 00:00:00'), Timestamp('2022-01-23 00:00:00'), Timestamp('2022-01-24 00:00:00'), Timestamp('2022-01-25 00:00:00'), Timestamp('2022-01-26 00:00:00'), Timestamp('2022-01-27 00:00:00'), Timestamp('2022-01-28 00:00:00'), Timestamp('2022-01-29 00:00:00'), Timestamp('2022-01-30 00:00:00'), Timestamp('2022-01-31 00:00:00'), Timestamp('2022-02-01 00:00:00'), Timestamp('2022-02-02 00:00:00'), Timestamp('2022-02-03 00:00:00'), Timestamp('2022-02-04 00:00:00'), Timestamp('2022-02-05 00:00:00'), Timestamp('2022-02-06 00:00:00'), Timestamp('2022-02-07 00:00:00'), Timestamp('2022-02-08 00:00:00'), Timestamp('2022-02-09 00:00:00'), Timestamp('2022-02-10 00:00:00'), Timestamp('2022-02-11 00:00:00'), Timestamp('2022-02-12 00:00:00'), Timestamp('2022-02-13 00:00:00'), Timestamp('2022-02-14 00:00:00'), Timestamp('2022-02-15 00:00:00'), Timestamp('2022-02-16 00:00:00'), Timestamp('2022-02-17 00:00:00'), Timestamp('2022-02-18 00:00:00'), Timestamp('2022-02-19 00:00:00'), Timestamp('2022-02-20 00:00:00'), Timestamp('2022-02-21 00:00:00'), Timestamp('2022-02-22 00:00:00'), Timestamp('2022-02-23 00:00:00'), Timestamp('2022-02-24 00:00:00'), Timestamp('2022-02-25 00:00:00'), Timestamp('2022-02-26 00:00:00'), Timestamp('2022-02-27 00:00:00'), Timestamp('2022-02-28 00:00:00'), Timestamp('2022-03-01 00:00:00'), Timestamp('2022-03-02 00:00:00'), Timestamp('2022-03-03 00:00:00'), Timestamp('2022-03-04 00:00:00'), Timestamp('2022-03-05 00:00:00'), Timestamp('2022-03-06 00:00:00'), Timestamp('2022-03-07 00:00:00'), Timestamp('2022-03-08 00:00:00'), Timestamp('2022-03-09 00:00:00'), Timestamp('2022-03-10 00:00:00'), Timestamp('2022-03-11 00:00:00'), Timestamp('2022-03-12 00:00:00'), Timestamp('2022-03-13 00:00:00'), Timestamp('2022-03-14 00:00:00'), Timestamp('2022-03-15 00:00:00'), Timestamp('2022-03-16 00:00:00'), Timestamp('2022-03-17 00:00:00'), Timestamp('2022-03-18 00:00:00'), Timestamp('2022-03-19 00:00:00'), Timestamp('2022-03-20 00:00:00'), Timestamp('2022-03-21 00:00:00'), Timestamp('2022-03-22 00:00:00'), Timestamp('2022-03-23 00:00:00'), Timestamp('2022-03-24 00:00:00'), Timestamp('2022-03-25 00:00:00'), Timestamp('2022-03-26 00:00:00'), Timestamp('2022-03-27 00:00:00'), Timestamp('2022-03-28 00:00:00'), Timestamp('2022-03-29 00:00:00'), Timestamp('2022-03-30 00:00:00'), Timestamp('2022-03-31 00:00:00'), Timestamp('2022-04-01 00:00:00'), Timestamp('2022-04-02 00:00:00'), Timestamp('2022-04-03 00:00:00'), Timestamp('2022-04-04 00:00:00'), Timestamp('2022-04-05 00:00:00'), Timestamp('2022-04-06 00:00:00'), Timestamp('2022-04-07 00:00:00'), Timestamp('2022-04-08 00:00:00'), Timestamp('2022-04-09 00:00:00'), Timestamp('2022-04-10 00:00:00'), Timestamp('2022-04-11 00:00:00'), Timestamp('2022-04-12 00:00:00'), Timestamp('2022-04-13 00:00:00'), Timestamp('2022-04-14 00:00:00'), Timestamp('2022-04-15 00:00:00'), Timestamp('2022-04-16 00:00:00'), Timestamp('2022-04-17 00:00:00'), Timestamp('2022-04-18 00:00:00'), Timestamp('2022-04-19 00:00:00'), Timestamp('2022-04-20 00:00:00'), Timestamp('2022-04-21 00:00:00'), Timestamp('2022-04-22 00:00:00'), Timestamp('2022-04-23 00:00:00'), Timestamp('2022-04-24 00:00:00'), Timestamp('2022-04-25 00:00:00'), Timestamp('2022-04-26 00:00:00'), Timestamp('2022-04-27 00:00:00'), Timestamp('2022-04-28 00:00:00'), Timestamp('2022-04-29 00:00:00'), Timestamp('2022-04-30 00:00:00'), Timestamp('2022-05-01 00:00:00'), Timestamp('2022-05-02 00:00:00'), Timestamp('2022-05-03 00:00:00'), Timestamp('2022-05-04 00:00:00'), Timestamp('2022-05-05 00:00:00'), Timestamp('2022-05-06 00:00:00'), Timestamp('2022-05-07 00:00:00'), Timestamp('2022-05-08 00:00:00'), Timestamp('2022-05-09 00:00:00'), Timestamp('2022-05-10 00:00:00'), Timestamp('2022-05-11 00:00:00'), Timestamp('2022-05-12 00:00:00'), Timestamp('2022-05-13 00:00:00'), Timestamp('2022-05-14 00:00:00'), Timestamp('2022-05-15 00:00:00'), Timestamp('2022-05-16 00:00:00'), Timestamp('2022-05-17 00:00:00'), Timestamp('2022-05-18 00:00:00'), Timestamp('2022-05-19 00:00:00'), Timestamp('2022-05-20 00:00:00'), Timestamp('2022-05-21 00:00:00'), Timestamp('2022-05-22 00:00:00'), Timestamp('2022-05-23 00:00:00'), Timestamp('2022-05-24 00:00:00'), Timestamp('2022-05-25 00:00:00'), Timestamp('2022-05-26 00:00:00'), Timestamp('2022-05-27 00:00:00'), Timestamp('2022-05-28 00:00:00'), Timestamp('2022-05-29 00:00:00'), Timestamp('2022-05-30 00:00:00'), Timestamp('2022-05-31 00:00:00'), Timestamp('2022-06-01 00:00:00'), Timestamp('2022-06-02 00:00:00'), Timestamp('2022-06-03 00:00:00'), Timestamp('2022-06-04 00:00:00'), Timestamp('2022-06-05 00:00:00'), Timestamp('2022-06-06 00:00:00'), Timestamp('2022-06-07 00:00:00'), Timestamp('2022-06-08 00:00:00'), Timestamp('2022-06-09 00:00:00'), Timestamp('2022-06-10 00:00:00'), Timestamp('2022-06-11 00:00:00'), Timestamp('2022-06-12 00:00:00'), Timestamp('2022-06-13 00:00:00'), Timestamp('2022-06-14 00:00:00'), Timestamp('2022-06-15 00:00:00'), Timestamp('2022-06-16 00:00:00'), Timestamp('2022-06-17 00:00:00'), Timestamp('2022-06-18 00:00:00'), Timestamp('2022-06-19 00:00:00'), Timestamp('2022-06-20 00:00:00'), Timestamp('2022-06-21 00:00:00'), Timestamp('2022-06-22 00:00:00'), Timestamp('2022-06-23 00:00:00'), Timestamp('2022-06-24 00:00:00'), Timestamp('2022-06-25 00:00:00'), Timestamp('2022-06-26 00:00:00'), Timestamp('2022-06-27 00:00:00'), Timestamp('2022-06-28 00:00:00'), Timestamp('2022-06-29 00:00:00'), Timestamp('2022-06-30 00:00:00')]
[Timestamp('2021-11-09 00:00:00'), Timestamp('2021-11-10 00:00:00'), Timestamp('2021-11-11 00:00:00'), Timestamp('2021-11-12 00:00:00'), Timestamp('2021-11-13 00:00:00'), Timestamp('2021-11-14 00:00:00'), Timestamp('2021-11-15 00:00:00'), Timestamp('2021-11-16 00:00:00'), Timestamp('2021-11-17 00:00:00'), Timestamp('2021-11-18 00:00:00'), Timestamp('2021-11-19 00:00:00'), Timestamp('2021-11-20 00:00:00'), Timestamp('2021-11-21 00:00:00'), Timestamp('2021-11-22 00:00:00'), Timestamp('2021-11-23 00:00:00'), Timestamp('2021-11-24 00:00:00'), Timestamp('2021-11-25 00:00:00'), Timestamp('2021-11-26 00:00:00'), Timestamp('2021-11-27 00:00:00'), Timestamp('2021-11-28 00:00:00'), Timestamp('2021-11-29 00:00:00'), Timestamp('2021-11-30 00:00:00'), Timestamp('2021-12-01 00:00:00'), Timestamp('2021-12-02 00:00:00'), Timestamp('2021-12-03 00:00:00'), Timestamp('2021-12-04 00:00:00'), Timestamp('2021-12-05 00:00:00'), Timestamp('2021-12-06 00:00:00'), Timestamp('2021-12-07 00:00:00'), Timestamp('2021-12-08 00:00:00'), Timestamp('2021-12-09 00:00:00'), Timestamp('2021-12-10 00:00:00'), Timestamp('2021-12-11 00:00:00'), Timestamp('2021-12-12 00:00:00'), Timestamp('2021-12-13 00:00:00'), Timestamp('2021-12-14 00:00:00'), Timestamp('2021-12-15 00:00:00'), Timestamp('2021-12-16 00:00:00'), Timestamp('2021-12-17 00:00:00'), Timestamp('2021-12-18 00:00:00'), Timestamp('2021-12-19 00:00:00'), Timestamp('2021-12-20 00:00:00'), Timestamp('2021-12-21 00:00:00'), Timestamp('2021-12-22 00:00:00'), Timestamp('2021-12-23 00:00:00'), Timestamp('2021-12-24 00:00:00'), Timestamp('2021-12-25 00:00:00'), Timestamp('2021-12-26 00:00:00'), Timestamp('2021-12-27 00:00:00'), Timestamp('2021-12-28 00:00:00'), Timestamp('2021-12-29 00:00:00'), Timestamp('2021-12-30 00:00:00'), Timestamp('2021-12-31 00:00:00'), Timestamp('2022-01-01 00:00:00'), Timestamp('2022-01-02 00:00:00'), Timestamp('2022-01-03 00:00:00'), Timestamp('2022-01-04 00:00:00'), Timestamp('2022-01-05 00:00:00'), Timestamp('2022-01-06 00:00:00'), Timestamp('2022-01-07 00:00:00'), Timestamp('2022-01-08 00:00:00'), Timestamp('2022-01-09 00:00:00'), Timestamp('2022-01-10 00:00:00'), Timestamp('2022-01-11 00:00:00'), Timestamp('2022-01-12 00:00:00'), Timestamp('2022-01-13 00:00:00'), Timestamp('2022-01-14 00:00:00'), Timestamp('2022-01-15 00:00:00'), Timestamp('2022-01-16 00:00:00'), Timestamp('2022-01-17 00:00:00'), Timestamp('2022-01-18 00:00:00'), Timestamp('2022-01-19 00:00:00'), Timestamp('2022-01-20 00:00:00'), Timestamp('2022-01-21 00:00:00'), Timestamp('2022-01-22 00:00:00'), Timestamp('2022-01-23 00:00:00'), Timestamp('2022-01-24 00:00:00'), Timestamp('2022-01-25 00:00:00'), Timestamp('2022-01-26 00:00:00'), Timestamp('2022-01-27 00:00:00'), Timestamp('2022-01-28 00:00:00'), Timestamp('2022-01-29 00:00:00'), Timestamp('2022-01-30 00:00:00'), Timestamp('2022-01-31 00:00:00'), Timestamp('2022-02-01 00:00:00'), Timestamp('2022-02-02 00:00:00'), Timestamp('2022-02-03 00:00:00'), Timestamp('2022-02-04 00:00:00'), Timestamp('2022-02-05 00:00:00'), Timestamp('2022-02-06 00:00:00'), Timestamp('2022-02-07 00:00:00'), Timestamp('2022-02-08 00:00:00'), Timestamp('2022-02-09 00:00:00'), Timestamp('2022-02-10 00:00:00'), Timestamp('2022-02-11 00:00:00'), Timestamp('2022-02-12 00:00:00'), Timestamp('2022-02-13 00:00:00'), Timestamp('2022-02-14 00:00:00'), Timestamp('2022-02-15 00:00:00'), Timestamp('2022-02-16 00:00:00'), Timestamp('2022-02-17 00:00:00'), Timestamp('2022-02-18 00:00:00'), Timestamp('2022-02-19 00:00:00'), Timestamp('2022-02-20 00:00:00'), Timestamp('2022-02-21 00:00:00'), Timestamp('2022-02-22 00:00:00'), Timestamp('2022-02-23 00:00:00'), Timestamp('2022-02-24 00:00:00'), Timestamp('2022-02-25 00:00:00'), Timestamp('2022-02-26 00:00:00'), Timestamp('2022-02-27 00:00:00'), Timestamp('2022-02-28 00:00:00'), Timestamp('2022-03-01 00:00:00'), Timestamp('2022-03-02 00:00:00'), Timestamp('2022-03-03 00:00:00'), Timestamp('2022-03-04 00:00:00'), Timestamp('2022-03-05 00:00:00'), Timestamp('2022-03-06 00:00:00'), Timestamp('2022-03-07 00:00:00'), Timestamp('2022-03-08 00:00:00'), Timestamp('2022-03-09 00:00:00'), Timestamp('2022-03-10 00:00:00'), Timestamp('2022-03-11 00:00:00'), Timestamp('2022-03-12 00:00:00'), Timestamp('2022-03-13 00:00:00'), Timestamp('2022-03-14 00:00:00'), Timestamp('2022-03-15 00:00:00'), Timestamp('2022-03-16 00:00:00'), Timestamp('2022-03-17 00:00:00'), Timestamp('2022-03-18 00:00:00'), Timestamp('2022-03-19 00:00:00'), Timestamp('2022-03-20 00:00:00'), Timestamp('2022-03-21 00:00:00'), Timestamp('2022-03-22 00:00:00'), Timestamp('2022-03-23 00:00:00'), Timestamp('2022-03-24 00:00:00'), Timestamp('2022-03-25 00:00:00'), Timestamp('2022-03-26 00:00:00'), Timestamp('2022-03-27 00:00:00'), Timestamp('2022-03-28 00:00:00'), Timestamp('2022-03-29 00:00:00'), Timestamp('2022-03-30 00:00:00'), Timestamp('2022-03-31 00:00:00'), Timestamp('2022-04-01 00:00:00'), Timestamp('2022-04-02 00:00:00'), Timestamp('2022-04-03 00:00:00'), Timestamp('2022-04-04 00:00:00'), Timestamp('2022-04-05 00:00:00'), Timestamp('2022-04-06 00:00:00'), Timestamp('2022-04-07 00:00:00'), Timestamp('2022-04-08 00:00:00'), Timestamp('2022-04-09 00:00:00'), Timestamp('2022-04-10 00:00:00'), Timestamp('2022-04-11 00:00:00'), Timestamp('2022-04-12 00:00:00'), Timestamp('2022-04-13 00:00:00'), Timestamp('2022-04-14 00:00:00'), Timestamp('2022-04-15 00:00:00'), Timestamp('2022-04-16 00:00:00'), Timestamp('2022-04-17 00:00:00'), Timestamp('2022-04-18 00:00:00'), Timestamp('2022-04-19 00:00:00'), Timestamp('2022-04-20 00:00:00'), Timestamp('2022-04-21 00:00:00'), Timestamp('2022-04-22 00:00:00'), Timestamp('2022-04-23 00:00:00'), Timestamp('2022-04-24 00:00:00'), Timestamp('2022-04-25 00:00:00'), Timestamp('2022-04-26 00:00:00'), Timestamp('2022-04-27 00:00:00'), Timestamp('2022-04-28 00:00:00'), Timestamp('2022-04-29 00:00:00'), Timestamp('2022-04-30 00:00:00'), Timestamp('2022-05-01 00:00:00'), Timestamp('2022-05-02 00:00:00'), Timestamp('2022-05-03 00:00:00'), Timestamp('2022-05-04 00:00:00'), Timestamp('2022-05-05 00:00:00'), Timestamp('2022-05-06 00:00:00'), Timestamp('2022-05-07 00:00:00'), Timestamp('2022-05-08 00:00:00'), Timestamp('2022-05-09 00:00:00'), Timestamp('2022-05-10 00:00:00'), Timestamp('2022-05-11 00:00:00'), Timestamp('2022-05-12 00:00:00'), Timestamp('2022-05-13 00:00:00'), Timestamp('2022-05-14 00:00:00'), Timestamp('2022-05-15 00:00:00'), Timestamp('2022-05-16 00:00:00'), Timestamp('2022-05-17 00:00:00'), Timestamp('2022-05-18 00:00:00'), Timestamp('2022-05-19 00:00:00'), Timestamp('2022-05-20 00:00:00'), Timestamp('2022-05-21 00:00:00'), Timestamp('2022-05-22 00:00:00'), Timestamp('2022-05-23 00:00:00'), Timestamp('2022-05-24 00:00:00'), Timestamp('2022-05-25 00:00:00'), Timestamp('2022-05-26 00:00:00'), Timestamp('2022-05-27 00:00:00'), Timestamp('2022-05-28 00:00:00'), Timestamp('2022-05-29 00:00:00'), Timestamp('2022-05-30 00:00:00'), Timestamp('2022-05-31 00:00:00'), Timestamp('2022-06-01 00:00:00'), Timestamp('2022-06-02 00:00:00'), Timestamp('2022-06-03 00:00:00'), Timestamp('2022-06-04 00:00:00'), Timestamp('2022-06-05 00:00:00'), Timestamp('2022-06-06 00:00:00'), Timestamp('2022-06-07 00:00:00'), Timestamp('2022-06-08 00:00:00'), Timestamp('2022-06-09 00:00:00'), Timestamp('2022-06-10 00:00:00'), Timestamp('2022-06-11 00:00:00'), Timestamp('2022-06-12 00:00:00'), Timestamp('2022-06-13 00:00:00'), Timestamp('2022-06-14 00:00:00'), Timestamp('2022-06-15 00:00:00'), Timestamp('2022-06-16 00:00:00'), Timestamp('2022-06-17 00:00:00'), Timestamp('2022-06-18 00:00:00'), Timestamp('2022-06-19 00:00:00'), Timestamp('2022-06-20 00:00:00'), Timestamp('2022-06-21 00:00:00'), Timestamp('2022-06-22 00:00:00'), Timestamp('2022-06-23 00:00:00'), Timestamp('2022-06-24 00:00:00'), Timestamp('2022-06-25 00:00:00'), Timestamp('2022-06-26 00:00:00'), Timestamp('2022-06-27 00:00:00'), Timestamp('2022-06-28 00:00:00'), Timestamp('2022-06-29 00:00:00'), Timestamp('2022-06-30 00:00:00')]